Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	14259
Missing cells	3707
Missing cells (%)	1.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.0 MiB
Average record size in memory	144.0 B

Variable types

Categorical	6
Numeric	6
Text	4
DateTime	1

Alerts

`parent_region` has constant value ""	Constant
`light` is highly imbalanced (85.5%)	Imbalance
`weather_conditions` has 3027 (21.2%) missing values	Missing
`address` has 660 (4.6%) missing values	Missing
`temperature` has 277 (1.9%) zeros	Zeros
`wind_speed` has 2925 (20.5%) zeros	Zeros
`cloudiness` has 2918 (20.5%) zeros	Zeros

Reproduction

Analysis started	2024-01-10 15:17:16.644133
Analysis finished	2024-01-10 15:17:23.866074
Duration	7.22 seconds
Software version	ydata-profiling vv4.6.2
Download configuration	config.json

year
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	222.8 KiB

2019.0	3529
2020.0	3055
2018.0	2684
2021.0	2648
2017.0	2342

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	85548
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2021.0
2nd row	2021.0
3rd row	2021.0
4th row	2021.0
5th row	2020.0

Common Values

Value	Count	Frequency (%)
2019.0	3529	24.7%
2020.0	3055	21.4%
2018.0	2684	18.8%
2021.0	2648	18.6%
2017.0	2342	16.4%
(Missing)	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2019.0	3529	24.8%
2020.0	3055	21.4%
2018.0	2684	18.8%
2021.0	2648	18.6%
2017.0	2342	16.4%

Most occurring characters

Value	Count	Frequency (%)
0	31571	36.9%
2	19961	23.3%
.	14258	16.7%
1	11203	13.1%
9	3529	4.1%
8	2684	3.1%
7	2342	2.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	71290	83.3%
Other Punctuation	14258	16.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	31571	44.3%
2	19961	28.0%
1	11203	15.7%
9	3529	5.0%
8	2684	3.8%
7	2342	3.3%

Other Punctuation

Value	Count	Frequency (%)
.	14258	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	85548	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	31571	36.9%
2	19961	23.3%
.	14258	16.7%
1	11203	13.1%
9	3529	4.1%
8	2684	3.1%
7	2342	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	85548	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	31571	36.9%
2	19961	23.3%
.	14258	16.7%
1	11203	13.1%
9	3529	4.1%
8	2684	3.1%
7	2342	2.7%

month
Real number (ℝ)

Distinct	12
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	7.1795483

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	222.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	8
Q3	11
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	3.8530957
Coefficient of variation (CV)	0.53667661
Kurtosis	-1.3970412
Mean	7.1795483
Median Absolute Deviation (MAD)	3
Skewness	-0.32884043
Sum	102366
Variance	14.846346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
11	2073	14.5%
12	1817	12.7%
10	1736	12.2%
1	1506	10.6%
9	1305	9.2%
2	1200	8.4%
3	1105	7.7%
8	904	6.3%
4	760	5.3%
7	671	4.7%
Other values (2)	1181	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1506	10.6%
2	1200	8.4%
3	1105	7.7%
4	760	5.3%
5	622	4.4%
6	559	3.9%
7	671	4.7%
8	904	6.3%
9	1305	9.2%
10	1736	12.2%

Value	Count	Frequency (%)
12	1817	12.7%
11	2073	14.5%
10	1736	12.2%
9	1305	9.2%
8	904	6.3%
7	671	4.7%
6	559	3.9%
5	622	4.4%
4	760	5.3%
3	1105	7.7%

temperature
Real number (ℝ)

ZEROS

Distinct	500
Distinct (%)	3.5%
Missing	5
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	4.7320191

Minimum	-27.7
Maximum	32
Zeros	277
Zeros (%)	1.9%
Negative	4071
Negative (%)	28.6%
Memory size	222.8 KiB

Quantile statistics

Minimum	-27.7
5-th percentile	-9
Q1	-1
median	3.1
Q3	11.375
95-th percentile	19.9
Maximum	32
Range	59.7
Interquartile range (IQR)	12.375

Descriptive statistics

Standard deviation	8.911348
Coefficient of variation (CV)	1.883202
Kurtosis	-0.23500387
Mean	4.7320191
Median Absolute Deviation (MAD)	5.7
Skewness	0.12261362
Sum	67450.2
Variance	79.412123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	403	2.8%
1	334	2.3%
0	277	1.9%
3	256	1.8%
-2	233	1.6%
-1	230	1.6%
5	208	1.5%
9	179	1.3%
4	160	1.1%
7	153	1.1%
Other values (490)	11821	82.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-27.7	1	< 0.1%
-27.4	1	< 0.1%
-27.2	1	< 0.1%
-26.8	1	< 0.1%
-26.7	1	< 0.1%
-26.4	1	< 0.1%
-26.3	1	< 0.1%
-26.2	1	< 0.1%
-25.3	1	< 0.1%
-25	2	< 0.1%

Value	Count	Frequency (%)
32	1	< 0.1%
31.2	1	< 0.1%
31	1	< 0.1%
30.4	2	< 0.1%
30	1	< 0.1%
29.9	1	< 0.1%
29.7	2	< 0.1%
29	5	< 0.1%
28.8	1	< 0.1%
28.5	2	< 0.1%

atmospheric_pressure
Real number (ℝ)

Distinct	486
Distinct (%)	3.4%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	761.73237

Minimum	724.7
Maximum	787.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	222.8 KiB

Quantile statistics

Minimum	724.7
5-th percentile	748.5
Q1	756.7
median	761.5
Q3	766.8
95-th percentile	775.5
Maximum	787.4
Range	62.7
Interquartile range (IQR)	10.1

Descriptive statistics

Standard deviation	8.1638682
Coefficient of variation (CV)	0.010717502
Kurtosis	0.47223358
Mean	761.73237
Median Absolute Deviation (MAD)	5.1
Skewness	0.0041896556
Sum	10860780
Variance	66.648743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
758.2	255	1.8%
759.7	237	1.7%
762.8	233	1.6%
761.2	225	1.6%
759	222	1.6%
763.5	215	1.5%
765	202	1.4%
757.7	196	1.4%
766.6	191	1.3%
764.3	187	1.3%
Other values (476)	12095	84.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
724.7	1	< 0.1%
725.4	1	< 0.1%
725.9	2	< 0.1%
729	1	< 0.1%
729.7	2	< 0.1%
730	2	< 0.1%
730.4	1	< 0.1%
730.5	3	< 0.1%
733.8	1	< 0.1%
735.1	1	< 0.1%

Value	Count	Frequency (%)
787.4	1	< 0.1%
786.9	2	< 0.1%
786.8	1	< 0.1%
786.7	3	< 0.1%
786.6	1	< 0.1%
786.1	3	< 0.1%
785.8	1	< 0.1%
785.6	1	< 0.1%
785.5	1	< 0.1%
785.4	2	< 0.1%

humidity
Real number (ℝ)

Distinct	81
Distinct (%)	0.6%
Missing	6
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	79.034659

Minimum	19
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	222.8 KiB

Quantile statistics

Minimum	19
5-th percentile	48
Q1	71
median	83
Q3	91
95-th percentile	97
Maximum	100
Range	81
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	15.288426
Coefficient of variation (CV)	0.19343951
Kurtosis	0.6910522
Mean	79.034659
Median Absolute Deviation (MAD)	9
Skewness	-1.0608264
Sum	1126481
Variance	233.73596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
93	1044	7.3%
87	722	5.1%
86	604	4.2%
94	529	3.7%
88	497	3.5%
100	468	3.3%
92	427	3.0%
81	412	2.9%
90	398	2.8%
80	396	2.8%
Other values (71)	8756	61.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	2	< 0.1%
20	1	< 0.1%
22	3	< 0.1%
23	4	< 0.1%
24	2	< 0.1%
25	8	0.1%
26	5	< 0.1%
27	8	0.1%
28	16	0.1%
29	9	0.1%

Value	Count	Frequency (%)
100	468	3.3%
99	20	0.1%
98	54	0.4%
97	201	1.4%
96	263	1.8%
95	317	2.2%
94	529	3.7%
93	1044	7.3%
92	427	3.0%
91	363	2.5%

direction_of_the_wind
Categorical

Distinct	18
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	222.8 KiB

Штиль, безветрие	2928
Ю	1335
ЮЮВ	1249
З	1230
ЮВ	936
Other values (13)	6580

Length

Max length	22
Median length	16
Mean length	5.1218965
Min length	1

Characters and Unicode

Total characters	73028
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	В
2nd row	В
3rd row	Штиль, безветрие
4th row	ССЗ
5th row	Штиль, безветрие

Common Values

Value	Count	Frequency (%)
Штиль, безветрие	2928	20.5%
Ю	1335	9.4%
ЮЮВ	1249	8.8%
З	1230	8.6%
ЮВ	936	6.6%
ЗЮЗ	880	6.2%
ЗСЗ	693	4.9%
ЮЗ	659	4.6%
ЮЮЗ	631	4.4%
СЗ	628	4.4%
Other values (8)	3089	21.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
штиль	2928	16.9%
безветрие	2928	16.9%
ю	1335	7.7%
ююв	1249	7.2%
з	1230	7.1%
юв	936	5.4%
зюз	880	5.1%
зсз	693	4.0%
юз	659	3.8%
ююз	631	3.6%
Other values (10)	3825	22.1%

Most occurring characters

Value	Count	Frequency (%)
е	9432	12.9%
Ю	8077	11.1%
З	6846	9.4%
и	5964	8.2%
т	5856	8.0%
В	4839	6.6%
С	4042	5.5%
р	3144	4.3%
л	3036	4.2%
	3036	4.2%
Other values (12)	18756	25.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	40224	55.1%
Uppercase Letter	26840	36.8%
Space Separator	3036	4.2%
Other Punctuation	2928	4.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
е	9432	23.4%
и	5964	14.8%
т	5856	14.6%
р	3144	7.8%
л	3036	7.5%
в	3036	7.5%
з	2928	7.3%
б	2928	7.3%
ь	2928	7.3%
н	432	1.1%
Other values (4)	540	1.3%

Uppercase Letter

Value	Count	Frequency (%)
Ю	8077	30.1%
З	6846	25.5%
В	4839	18.0%
С	4042	15.1%
Ш	2928	10.9%
П	108	0.4%

Space Separator

Value	Count	Frequency (%)
	3036	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	2928	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Cyrillic	67064	91.8%
Common	5964	8.2%

Most frequent character per script

Cyrillic

Value	Count	Frequency (%)
е	9432	14.1%
Ю	8077	12.0%
З	6846	10.2%
и	5964	8.9%
т	5856	8.7%
В	4839	7.2%
С	4042	6.0%
р	3144	4.7%
л	3036	4.5%
в	3036	4.5%
Other values (10)	12792	19.1%

Common

Value	Count	Frequency (%)
	3036	50.9%
,	2928	49.1%

Most occurring blocks

Value	Count	Frequency (%)
Cyrillic	67064	91.8%
ASCII	5964	8.2%

Most frequent character per block

Cyrillic

Value	Count	Frequency (%)
е	9432	14.1%
Ю	8077	12.0%
З	6846	10.2%
и	5964	8.9%
т	5856	8.7%
В	4839	7.2%
С	4042	6.0%
р	3144	4.7%
л	3036	4.5%
в	3036	4.5%
Other values (10)	12792	19.1%

ASCII

Value	Count	Frequency (%)
	3036	50.9%
,	2928	49.1%

wind_speed
Real number (ℝ)

ZEROS

Distinct	14
Distinct (%)	0.1%
Missing	4
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.8254647

Minimum	0
Maximum	13
Zeros	2925
Zeros (%)	20.5%
Negative	0
Negative (%)	0.0%
Memory size	222.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	3
95-th percentile	5
Maximum	13
Range	13
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.7269348
Coefficient of variation (CV)	0.94602471
Kurtosis	2.5706051
Mean	1.8254647
Median Absolute Deviation (MAD)	1
Skewness	1.4576878
Sum	26022
Variance	2.9823037
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1	4807	33.7%
0	2925	20.5%
2	2900	20.3%
3	1510	10.6%
4	902	6.3%
5	535	3.8%
6	361	2.5%
7	178	1.2%
8	79	0.6%
9	40	0.3%
Other values (4)	18	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2925	20.5%
1	4807	33.7%
2	2900	20.3%
3	1510	10.6%
4	902	6.3%
5	535	3.8%
6	361	2.5%
7	178	1.2%
8	79	0.6%
9	40	0.3%

Value	Count	Frequency (%)
13	1	< 0.1%
12	5	< 0.1%
11	5	< 0.1%
10	7	< 0.1%
9	40	0.3%
8	79	0.6%
7	178	1.2%
6	361	2.5%
5	535	3.8%
4	902	6.3%

cloudiness
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.68522233

Minimum	0
Maximum	1
Zeros	2918
Zeros (%)	20.5%
Negative	0
Negative (%)	0.0%
Memory size	222.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.4
median	0.95
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.40145465
Coefficient of variation (CV)	0.58587503
Kurtosis	-0.97762388
Mean	0.68522233
Median Absolute Deviation (MAD)	0.05
Skewness	-0.85121633
Sum	9769.9
Variance	0.16116584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	6786	47.6%
0	2918	20.5%
0.75	1867	13.1%
0.95	929	6.5%
0.25	429	3.0%
0.45	425	3.0%
0.6	364	2.6%
0.4	260	1.8%
0.5	111	0.8%
0.2	104	0.7%
Other values (2)	65	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2918	20.5%
0.05	52	0.4%
0.1	13	0.1%
0.2	104	0.7%
0.25	429	3.0%
0.4	260	1.8%
0.45	425	3.0%
0.5	111	0.8%
0.6	364	2.6%
0.75	1867	13.1%

Value	Count	Frequency (%)
1	6786	47.6%
0.95	929	6.5%
0.75	1867	13.1%
0.6	364	2.6%
0.5	111	0.8%
0.45	425	3.0%
0.4	260	1.8%
0.25	429	3.0%
0.2	104	0.7%
0.1	13	0.1%

weather_conditions
Text

MISSING

Distinct	94
Distinct (%)	0.8%
Missing	3027
Missing (%)	21.2%
Memory size	222.8 KiB

Length

Max length	132
Median length	111
Mean length	17.002582
Min length	1

Characters and Unicode

Total characters	190973
Distinct characters	51
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	21 ?
Unique (%)	0.2%

Sample

1st row	Состояние неба в общем не изменилось.
2nd row
3rd row
4th row
5th row	Дымка.

Value	Count	Frequency (%)
в	2532	10.2%
дымка	2109	8.5%
срок	1843	7.4%
наблюдения	1843	7.4%
снег	1633	6.6%
слабый	1275	5.1%
непрерывный	1142	4.6%
дождь	1045	4.2%
слабый(ая)(ые	829	3.3%
или	827	3.3%
Other values (114)	9793	39.4%

Most occurring characters

Value	Count	Frequency (%)
	28978	15.2%
е	15785	8.3%
н	14231	7.5%
а	11689	6.1%
ы	10271	5.4%
и	9365	4.9%
л	7444	3.9%
с	7396	3.9%
о	7386	3.9%
в	6663	3.5%
Other values (41)	71765	37.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	143295	75.0%
Space Separator	28978	15.2%
Uppercase Letter	6035	3.2%
Other Punctuation	5335	2.8%
Close Punctuation	3650	1.9%
Open Punctuation	3650	1.9%
Decimal Number	30	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
е	15785	11.0%
н	14231	9.9%
а	11689	8.2%
ы	10271	7.2%
и	9365	6.5%
л	7444	5.2%
с	7396	5.2%
о	7386	5.2%
в	6663	4.6%
й	6164	4.3%
Other values (20)	46901	32.7%

Uppercase Letter

Value	Count	Frequency (%)
Д	2678	44.4%
С	2319	38.4%
Л	797	13.2%
М	86	1.4%
О	67	1.1%
Г	33	0.5%
Т	31	0.5%
З	22	0.4%
Ч	1	< 0.1%
В	1	< 0.1%

Decimal Number

Value	Count	Frequency (%)
3	13	43.3%
1	7	23.3%
2	4	13.3%
4	3	10.0%
5	3	10.0%

Other Punctuation

Value	Count	Frequency (%)
.	4916	92.1%
,	405	7.6%
/	14	0.3%

Space Separator

Value	Count	Frequency (%)
	28978	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	3650	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	3650	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Cyrillic	149330	78.2%
Common	41643	21.8%

Most frequent character per script

Cyrillic

Value	Count	Frequency (%)
е	15785	10.6%
н	14231	9.5%
а	11689	7.8%
ы	10271	6.9%
и	9365	6.3%
л	7444	5.0%
с	7396	5.0%
о	7386	4.9%
в	6663	4.5%
й	6164	4.1%
Other values (30)	52936	35.4%

Common

Value	Count	Frequency (%)
	28978	69.6%
.	4916	11.8%
)	3650	8.8%
(	3650	8.8%
,	405	1.0%
/	14	< 0.1%
3	13	< 0.1%
1	7	< 0.1%
2	4	< 0.1%
4	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
Cyrillic	149330	78.2%
ASCII	41643	21.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	28978	69.6%
.	4916	11.8%
)	3650	8.8%
(	3650	8.8%
,	405	1.0%
/	14	< 0.1%
3	13	< 0.1%
1	7	< 0.1%
2	4	< 0.1%
4	3	< 0.1%

Cyrillic

Value	Count	Frequency (%)
е	15785	10.6%
н	14231	9.5%
а	11689	7.8%
ы	10271	6.9%
и	9365	6.3%
л	7444	5.0%
с	7396	5.0%
о	7386	4.9%
в	6663	4.5%
й	6164	4.1%
Other values (30)	52936	35.4%

light
Categorical

IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	222.8 KiB

В темное время суток, освещение включено	13658
Сумерки	483
В темное время суток, освещение не включено	59
В темное время суток, освещение отсутствует	59

Length

Max length	43
Median length	40
Mean length	38.907006
Min length	7

Characters and Unicode

Total characters	554775
Distinct characters	20
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	В темное время суток, освещение включено
2nd row	В темное время суток, освещение включено
3rd row	В темное время суток, освещение включено
4th row	В темное время суток, освещение не включено
5th row	В темное время суток, освещение включено

Common Values

Value	Count	Frequency (%)
В темное время суток, освещение включено	13658	95.8%
Сумерки	483	3.4%
В темное время суток, освещение не включено	59	0.4%
В темное время суток, освещение отсутствует	59	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
в	13776	16.6%
темное	13776	16.6%
время	13776	16.6%
суток	13776	16.6%
освещение	13776	16.6%
включено	13717	16.5%
сумерки	483	0.6%
не	59	0.1%
отсутствует	59	0.1%

Most occurring characters

Value	Count	Frequency (%)
е	96974	17.5%
	68939	12.4%
о	55104	9.9%
н	41328	7.4%
в	41328	7.4%
м	28035	5.1%
к	27976	5.0%
т	27788	5.0%
с	27670	5.0%
у	14377	2.6%
Other values (10)	125256	22.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	457801	82.5%
Space Separator	68939	12.4%
Uppercase Letter	14259	2.6%
Other Punctuation	13776	2.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
е	96974	21.2%
о	55104	12.0%
н	41328	9.0%
в	41328	9.0%
м	28035	6.1%
к	27976	6.1%
т	27788	6.1%
с	27670	6.0%
у	14377	3.1%
р	14259	3.1%
Other values (6)	82962	18.1%

Uppercase Letter

Value	Count	Frequency (%)
В	13776	96.6%
С	483	3.4%

Space Separator

Value	Count	Frequency (%)
	68939	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	13776	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Cyrillic	472060	85.1%
Common	82715	14.9%

Most frequent character per script

Cyrillic

Value	Count	Frequency (%)
е	96974	20.5%
о	55104	11.7%
н	41328	8.8%
в	41328	8.8%
м	28035	5.9%
к	27976	5.9%
т	27788	5.9%
с	27670	5.9%
у	14377	3.0%
р	14259	3.0%
Other values (8)	97221	20.6%

Common

Value	Count	Frequency (%)
	68939	83.3%
,	13776	16.7%

Most occurring blocks

Value	Count	Frequency (%)
Cyrillic	472060	85.1%
ASCII	82715	14.9%

Most frequent character per block

Cyrillic

Value	Count	Frequency (%)
е	96974	20.5%
о	55104	11.7%
н	41328	8.8%
в	41328	8.8%
м	28035	5.9%
к	27976	5.9%
т	27788	5.9%
с	27670	5.9%
у	14377	3.0%
р	14259	3.0%
Other values (8)	97221	20.6%

ASCII

Value	Count	Frequency (%)
	68939	83.3%
,	13776	16.7%

point
Text

Distinct	13907
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Memory size	222.8 KiB

Length

Max length	37
Median length	37
Mean length	36.322673
Min length	27

Characters and Unicode

Total characters	517925
Distinct characters	25
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13782 ?
Unique (%)	96.7%

Sample

1st row	{'lat': 55.667499, 'long': 37.770245}
2nd row	{'lat': 55.669411, 'long': 37.553995}
3rd row	{'lat': 55.7174, 'long': 37.568661}
4th row	{'lat': 55.447467, 'long': 37.133403}
5th row	{'lat': 55.844982, 'long': 37.424455}

Value	Count	Frequency (%)
lat	14259	25.0%
long	14259	25.0%
55.0	17	< 0.1%
37.0	16	< 0.1%
37.839	14	< 0.1%
55.864	13	< 0.1%
55.893	13	< 0.1%
55.883	12	< 0.1%
55.875	12	< 0.1%
55.874	12	< 0.1%
Other values (24585)	28409	49.8%

Most occurring characters

Value	Count	Frequency (%)
'	57036	11.0%
5	46878	9.1%
	42777	8.3%
7	35363	6.8%
3	28923	5.6%
l	28518	5.5%
:	28518	5.5%
.	28516	5.5%
6	20049	3.9%
8	19168	3.7%
Other values (15)	182179	35.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	218480	42.2%
Other Punctuation	128329	24.8%
Lowercase Letter	99819	19.3%
Space Separator	42777	8.3%
Close Punctuation	14259	2.8%
Open Punctuation	14259	2.8%
Uppercase Letter	2	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	46878	21.5%
7	35363	16.2%
3	28923	13.2%
6	20049	9.2%
8	19168	8.8%
4	16605	7.6%
9	13881	6.4%
1	13599	6.2%
2	13593	6.2%
0	10421	4.8%

Lowercase Letter

Value	Count	Frequency (%)
l	28518	28.6%
n	14261	14.3%
o	14261	14.3%
g	14259	14.3%
t	14259	14.3%
a	14259	14.3%
e	2	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
'	57036	44.4%
:	28518	22.2%
.	28516	22.2%
,	14259	11.1%

Space Separator

Value	Count	Frequency (%)
	42777	100.0%

Close Punctuation

Value	Count	Frequency (%)
}	14259	100.0%

Open Punctuation

Value	Count	Frequency (%)
{	14259	100.0%

Uppercase Letter

Value	Count	Frequency (%)
N	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	418104	80.7%
Latin	99821	19.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
'	57036	13.6%
5	46878	11.2%
	42777	10.2%
7	35363	8.5%
3	28923	6.9%
:	28518	6.8%
.	28516	6.8%
6	20049	4.8%
8	19168	4.6%
4	16605	4.0%
Other values (7)	94271	22.5%

Latin

Value	Count	Frequency (%)
l	28518	28.6%
n	14261	14.3%
o	14261	14.3%
g	14259	14.3%
t	14259	14.3%
a	14259	14.3%
N	2	< 0.1%
e	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	517925	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
'	57036	11.0%
5	46878	9.1%
	42777	8.3%
7	35363	6.8%
3	28923	5.6%
l	28518	5.5%
:	28518	5.5%
.	28516	5.5%
6	20049	3.9%
8	19168	3.7%
Other values (15)	182179	35.2%

pogoda_region
Categorical

Distinct	9
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	222.8 KiB

Восток	2086
Юг	1903
Запад	1888
Север	1795
Северо-восток	1764
Other values (4)	4823

Length

Max length	13
Median length	10
Mean length	7.0902588
Min length	2

Characters and Unicode

Total characters	101100
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Юго-восток
2nd row	Юго-запад
3rd row	Центр
4th row	Северо-запад
5th row	Северо-запад

Common Values

Value	Count	Frequency (%)
Восток	2086	14.6%
Юг	1903	13.3%
Запад	1888	13.2%
Север	1795	12.6%
Северо-восток	1764	12.4%
Северо-запад	1313	9.2%
Центр	1267	8.9%
Юго-восток	1153	8.1%
Юго-запад	1090	7.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
восток	2086	14.6%
юг	1903	13.3%
запад	1888	13.2%
север	1795	12.6%
северо-восток	1764	12.4%
северо-запад	1313	9.2%
центр	1267	8.9%
юго-восток	1153	8.1%
юго-запад	1090	7.6%

Most occurring characters

Value	Count	Frequency (%)
о	15326	15.2%
е	11011	10.9%
а	8582	8.5%
в	7789	7.7%
т	6270	6.2%
р	6139	6.1%
-	5320	5.3%
с	5003	4.9%
к	5003	4.9%
С	4872	4.8%
Other values (9)	25785	25.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	81521	80.6%
Uppercase Letter	14259	14.1%
Dash Punctuation	5320	5.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
о	15326	18.8%
е	11011	13.5%
а	8582	10.5%
в	7789	9.6%
т	6270	7.7%
р	6139	7.5%
с	5003	6.1%
к	5003	6.1%
п	4291	5.3%
д	4291	5.3%
Other values (3)	7816	9.6%

Uppercase Letter

Value	Count	Frequency (%)
С	4872	34.2%
Ю	4146	29.1%
В	2086	14.6%
З	1888	13.2%
Ц	1267	8.9%

Dash Punctuation

Value	Count	Frequency (%)
-	5320	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Cyrillic	95780	94.7%
Common	5320	5.3%

Most frequent character per script

Cyrillic

Value	Count	Frequency (%)
о	15326	16.0%
е	11011	11.5%
а	8582	9.0%
в	7789	8.1%
т	6270	6.5%
р	6139	6.4%
с	5003	5.2%
к	5003	5.2%
С	4872	5.1%
п	4291	4.5%
Other values (8)	21494	22.4%

Common

Value	Count	Frequency (%)
-	5320	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Cyrillic	95780	94.7%
ASCII	5320	5.3%

Most frequent character per block

Cyrillic

Value	Count	Frequency (%)
о	15326	16.0%
е	11011	11.5%
а	8582	9.0%
в	7789	8.1%
т	6270	6.5%
р	6139	6.4%
с	5003	5.2%
к	5003	5.2%
С	4872	5.1%
п	4291	4.5%
Other values (8)	21494	22.4%

ASCII

Value	Count	Frequency (%)
-	5320	100.0%

region
Text

Distinct	121
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	222.8 KiB

Length

Max length	25
Median length	19
Mean length	11.608388
Min length	5

Characters and Unicode

Total characters	165524
Distinct characters	58
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Люблино
2nd row	Черемушки
3rd row	Хамовники
4th row	Южное Тушино
5th row	Южное Тушино

Value	Count	Frequency (%)
северное	807	4.7%
южное	762	4.4%
тушино	402	2.3%
измайлово	393	2.3%
чертаново	382	2.2%
восточное	351	2.0%
бирюлево	300	1.8%
орехово-борисово	277	1.6%
пресненский	264	1.5%
гольяново	251	1.5%
Other values (113)	12945	75.6%

Most occurring characters

Value	Count	Frequency (%)
о	26434	16.0%
е	14185	8.6%
и	12643	7.6%
н	12276	7.4%
в	11005	6.6%
к	9167	5.5%
р	8392	5.1%
а	7824	4.7%
с	7242	4.4%
й	5036	3.0%
Other values (48)	51320	31.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	142313	86.0%
Uppercase Letter	18533	11.2%
Space Separator	2875	1.7%
Dash Punctuation	1803	1.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
о	26434	18.6%
е	14185	10.0%
и	12643	8.9%
н	12276	8.6%
в	11005	7.7%
к	9167	6.4%
р	8392	5.9%
а	7824	5.5%
с	7242	5.1%
й	5036	3.5%
Other values (21)	28109	19.8%

Uppercase Letter

Value	Count	Frequency (%)
С	2225	12.0%
М	1718	9.3%
Б	1667	9.0%
Т	1225	6.6%
Д	997	5.4%
П	953	5.1%
К	949	5.1%
В	929	5.0%
Н	909	4.9%
О	858	4.6%
Other values (15)	6103	32.9%

Space Separator

Value	Count	Frequency (%)
	2875	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1803	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Cyrillic	160846	97.2%
Common	4678	2.8%

Most frequent character per script

Cyrillic

Value	Count	Frequency (%)
о	26434	16.4%
е	14185	8.8%
и	12643	7.9%
н	12276	7.6%
в	11005	6.8%
к	9167	5.7%
р	8392	5.2%
а	7824	4.9%
с	7242	4.5%
й	5036	3.1%
Other values (46)	46642	29.0%

Common

Value	Count	Frequency (%)
	2875	61.5%
-	1803	38.5%

Most occurring blocks

Value	Count	Frequency (%)
Cyrillic	160846	97.2%
ASCII	4678	2.8%

Most frequent character per block

Cyrillic

Value	Count	Frequency (%)
о	26434	16.4%
е	14185	8.8%
и	12643	7.9%
н	12276	7.6%
в	11005	6.8%
к	9167	5.7%
р	8392	5.2%
а	7824	4.9%
с	7242	4.5%
й	5036	3.1%
Other values (46)	46642	29.0%

ASCII

Value	Count	Frequency (%)
	2875	61.5%
-	1803	38.5%

address
Text

MISSING

Distinct	9301
Distinct (%)	68.4%
Missing	660
Missing (%)	4.6%
Memory size	222.8 KiB

Length

Max length	108
Median length	89
Mean length	36.990808
Min length	19

Characters and Unicode

Total characters	503038
Distinct characters	84
Distinct categories	10 ?
Distinct scripts	3 ?
Distinct blocks	4 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7344 ?
Unique (%)	54.0%

Sample

1st row	г Москва, ул Верхние Поля, 39
2nd row	г Москва, ул Профсоюзная, 56
3rd row	г Москва, пр-кт Комсомольский, 48
4th row	А-113 Центральная кольцевая автомобильная дорога (Московская область), 239 км
5th row	г Москва, ул Туристская, 2

Value	Count	Frequency (%)
москва	13015	15.3%
г	12989	15.2%
ул	6861	8.1%
ш	1938	2.3%
км	1881	2.2%
мкад	1713	2.0%
сторона	1690	2.0%
дорога	1624	1.9%
автомобильная	1623	1.9%
кольцевая	1623	1.9%
Other values (2783)	40226	47.2%

Most occurring characters

Value	Count	Frequency (%)
	71587	14.2%
о	43420	8.6%
а	37906	7.5%
к	33357	6.6%
с	29165	5.8%
,	27744	5.5%
в	27154	5.4%
М	17868	3.6%
г	16424	3.3%
р	15204	3.0%
Other values (74)	183209	36.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	328029	65.2%
Space Separator	71587	14.2%
Uppercase Letter	37936	7.5%
Other Punctuation	29662	5.9%
Decimal Number	29350	5.8%
Dash Punctuation	3006	0.6%
Open Punctuation	1728	0.3%
Close Punctuation	1728	0.3%
Other Symbol	11	< 0.1%
Math Symbol	1	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
о	43420	13.2%
а	37906	11.6%
к	33357	10.2%
с	29165	8.9%
в	27154	8.3%
г	16424	5.0%
р	15204	4.6%
н	15132	4.6%
л	14842	4.5%
я	14324	4.4%
Other values (25)	81101	24.7%

Uppercase Letter

Value	Count	Frequency (%)
М	17868	47.1%
К	3690	9.7%
А	2807	7.4%
Д	2297	6.1%
С	1427	3.8%
Б	1379	3.6%
В	1271	3.4%
П	1134	3.0%
Л	938	2.5%
Н	636	1.7%
Other values (19)	4489	11.8%

Decimal Number

Value	Count	Frequency (%)
1	7573	25.8%
2	4734	16.1%
3	3181	10.8%
4	2607	8.9%
5	2237	7.6%
6	2208	7.5%
8	1781	6.1%
7	1780	6.1%
9	1626	5.5%
0	1623	5.5%

Other Punctuation

Value	Count	Frequency (%)
,	27744	93.5%
.	1898	6.4%
"	20	0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	3005	> 99.9%
–	1	< 0.1%

Space Separator

Value	Count	Frequency (%)
	71587	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1728	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1728	100.0%

Other Symbol

Value	Count	Frequency (%)
№	11	100.0%

Math Symbol

Value	Count	Frequency (%)
\|	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Cyrillic	365960	72.7%
Common	137073	27.2%
Latin	5	< 0.1%

Most frequent character per script

Cyrillic

Value	Count	Frequency (%)
о	43420	11.9%
а	37906	10.4%
к	33357	9.1%
с	29165	8.0%
в	27154	7.4%
М	17868	4.9%
г	16424	4.5%
р	15204	4.2%
н	15132	4.1%
л	14842	4.1%
Other values (51)	115488	31.6%

Common

Value	Count	Frequency (%)
	71587	52.2%
,	27744	20.2%
1	7573	5.5%
2	4734	3.5%
3	3181	2.3%
-	3005	2.2%
4	2607	1.9%
5	2237	1.6%
6	2208	1.6%
.	1898	1.4%
Other values (10)	10299	7.5%

Latin

Value	Count	Frequency (%)
c	3	60.0%
r	1	20.0%
A	1	20.0%

Most occurring blocks

Value	Count	Frequency (%)
Cyrillic	365960	72.7%
ASCII	137066	27.2%
Letterlike Symbols	11	< 0.1%
Punctuation	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	71587	52.2%
,	27744	20.2%
1	7573	5.5%
2	4734	3.5%
3	3181	2.3%
-	3005	2.2%
4	2607	1.9%
5	2237	1.6%
6	2208	1.6%
.	1898	1.4%
Other values (11)	10292	7.5%

Cyrillic

Value	Count	Frequency (%)
о	43420	11.9%
а	37906	10.4%
к	33357	9.1%
с	29165	8.0%
в	27154	7.4%
М	17868	4.9%
г	16424	4.5%
р	15204	4.2%
н	15132	4.1%
л	14842	4.1%
Other values (51)	115488	31.6%

Letterlike Symbols

Value	Count	Frequency (%)
№	11	100.0%

Punctuation

Value	Count	Frequency (%)
–	1	100.0%

datetime
Date

Distinct	13836
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Memory size	222.8 KiB

Minimum	2016-12-31 22:50:00
Maximum	2021-11-30 23:02:00

Histogram

Histogram with fixed size bins (bins=50)

severity
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	222.8 KiB

Легкий	10397
Тяжёлый	3085
С погибшими	777

Length

Max length	11
Median length	6
Mean length	6.4888141
Min length	6

Characters and Unicode

Total characters	92524
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Легкий
2nd row	Легкий
3rd row	Легкий
4th row	Тяжёлый
5th row	Легкий

Common Values

Value	Count	Frequency (%)
Легкий	10397	72.9%
Тяжёлый	3085	21.6%
С погибшими	777	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
легкий	10397	69.1%
тяжёлый	3085	20.5%
с	777	5.2%
погибшими	777	5.2%

Most occurring characters

Value	Count	Frequency (%)
й	13482	14.6%
и	12728	13.8%
г	11174	12.1%
Л	10397	11.2%
е	10397	11.2%
к	10397	11.2%
ы	3085	3.3%
л	3085	3.3%
ё	3085	3.3%
ж	3085	3.3%
Other values (9)	11609	12.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	77488	83.7%
Uppercase Letter	14259	15.4%
Space Separator	777	0.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
й	13482	17.4%
и	12728	16.4%
г	11174	14.4%
е	10397	13.4%
к	10397	13.4%
ы	3085	4.0%
л	3085	4.0%
ё	3085	4.0%
ж	3085	4.0%
я	3085	4.0%
Other values (5)	3885	5.0%

Uppercase Letter

Value	Count	Frequency (%)
Л	10397	72.9%
Т	3085	21.6%
С	777	5.4%

Space Separator

Value	Count	Frequency (%)
	777	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Cyrillic	91747	99.2%
Common	777	0.8%

Most frequent character per script

Cyrillic

Value	Count	Frequency (%)
й	13482	14.7%
и	12728	13.9%
г	11174	12.2%
Л	10397	11.3%
е	10397	11.3%
к	10397	11.3%
ы	3085	3.4%
л	3085	3.4%
ё	3085	3.4%
ж	3085	3.4%
Other values (8)	10832	11.8%

Common

Value	Count	Frequency (%)
	777	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Cyrillic	91747	99.2%
ASCII	777	0.8%

Most frequent character per block

Cyrillic

Value	Count	Frequency (%)
й	13482	14.7%
и	12728	13.9%
г	11174	12.2%
Л	10397	11.3%
е	10397	11.3%
к	10397	11.3%
ы	3085	3.4%
л	3085	3.4%
ё	3085	3.4%
ж	3085	3.4%
Other values (8)	10832	11.8%

ASCII

Value	Count	Frequency (%)
	777	100.0%

parent_region
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	222.8 KiB

Москва	14259

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	85554
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Москва
2nd row	Москва
3rd row	Москва
4th row	Москва
5th row	Москва

Common Values

Value	Count	Frequency (%)
Москва	14259	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
москва	14259	100.0%

Most occurring characters

Value	Count	Frequency (%)
М	14259	16.7%
о	14259	16.7%
с	14259	16.7%
к	14259	16.7%
в	14259	16.7%
а	14259	16.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	71295	83.3%
Uppercase Letter	14259	16.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
о	14259	20.0%
с	14259	20.0%
к	14259	20.0%
в	14259	20.0%
а	14259	20.0%

Uppercase Letter

Value	Count	Frequency (%)
М	14259	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Cyrillic	85554	100.0%

Most frequent character per script

Cyrillic

Value	Count	Frequency (%)
М	14259	16.7%
о	14259	16.7%
с	14259	16.7%
к	14259	16.7%
в	14259	16.7%
а	14259	16.7%

Most occurring blocks

Value	Count	Frequency (%)
Cyrillic	85554	100.0%

Most frequent character per block

Cyrillic

Value	Count	Frequency (%)
М	14259	16.7%
о	14259	16.7%
с	14259	16.7%
к	14259	16.7%
в	14259	16.7%
а	14259	16.7%

Auto

Heatmap
Table

	atmospheric_pressure	cloudiness	direction_of_the_wind	humidity	light	month	pogoda_region	severity	temperature	wind_speed	year
atmospheric_pressure	1.000	-0.172	0.097	-0.210	0.000	0.142	0.028	0.013	-0.139	-0.144	0.126
cloudiness	-0.172	1.000	0.107	0.399	0.014	0.127	0.203	0.044	-0.280	-0.015	0.097
direction_of_the_wind	0.097	0.107	1.000	0.047	0.010	0.073	0.182	0.030	-0.049	-0.030	0.092
humidity	-0.210	0.399	0.047	1.000	0.038	0.187	0.082	0.000	-0.233	0.032	0.066
light	0.000	0.014	0.010	0.038	1.000	-0.010	0.053	0.035	0.062	-0.002	0.015
month	0.142	0.127	0.073	0.187	-0.010	1.000	0.024	0.033	0.057	-0.002	0.093
pogoda_region	0.028	0.203	0.182	0.082	0.053	0.024	1.000	0.119	0.011	0.441	0.152
severity	0.013	0.044	0.030	0.000	0.035	0.033	0.119	1.000	0.031	0.061	0.066
temperature	-0.139	-0.280	-0.049	-0.233	0.062	0.057	0.011	0.031	1.000	-0.188	0.142
wind_speed	-0.144	-0.015	-0.030	0.032	-0.002	-0.002	0.441	0.061	-0.188	1.000	0.082
year	0.126	0.097	0.092	0.066	0.015	0.093	0.152	0.066	0.142	0.082	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	year	month	temperature	atmospheric_pressure	humidity	direction_of_the_wind	wind_speed	cloudiness	weather_conditions	light	point	pogoda_region	region	address	datetime	severity	parent_region
0	2021.0	5.0	11.0	751.6	100.0	В	3.0	0.00	NaN	В темное время суток, освещение включено	{'lat': 55.667499, 'long': 37.770245}	Юго-восток	Люблино	г Москва, ул Верхние Поля, 39	2021-05-21 00:35:00	Легкий	Москва
1	2021.0	5.0	17.0	756.9	68.0	В	4.0	0.20	NaN	В темное время суток, освещение включено	{'lat': 55.669411, 'long': 37.553995}	Юго-запад	Черемушки	г Москва, ул Профсоюзная, 56	2021-05-14 22:30:00	Легкий	Москва
4	2021.0	7.0	23.5	758.5	68.0	Штиль, безветрие	0.0	0.95	Состояние неба в общем не изменилось.	В темное время суток, освещение включено	{'lat': 55.7174, 'long': 37.568661}	Центр	Хамовники	г Москва, пр-кт Комсомольский, 48	2021-07-15 21:20:00	Легкий	Москва
11	2021.0	7.0	19.2	755.9	55.0	ССЗ	1.0	1.00		В темное время суток, освещение не включено	{'lat': 55.447467, 'long': 37.133403}	Северо-запад	Южное Тушино	А-113 Центральная кольцевая автомобильная дорога (Московская область), 239 км	2021-07-21 20:36:00	Тяжёлый	Москва
15	2020.0	8.0	26.1	755.8	53.0	Штиль, безветрие	0.0	0.95		В темное время суток, освещение включено	{'lat': 55.844982, 'long': 37.424455}	Северо-запад	Южное Тушино	г Москва, ул Туристская, 2	2020-08-31 19:10:00	Легкий	Москва
17	2020.0	8.0	13.6	761.0	79.0	Штиль, безветрие	0.0	0.95		В темное время суток, освещение включено	{'lat': 55.828775, 'long': 37.530445}	Север	Коптево	г Москва, ул Академическая Б., 29	2020-08-20 00:23:00	Легкий	Москва
18	2020.0	8.0	17.3	763.9	88.0	Штиль, безветрие	0.0	0.25	Дымка.	В темное время суток, освещение включено	{'lat': 55.833373, 'long': 37.518053}	Север	Коптево	г Москва, ул Коптевская, 73А СТР 1	2020-08-08 23:00:00	Легкий	Москва
26	2020.0	9.0	20.6	766.1	36.0	ЮВ	1.0	1.00		В темное время суток, освещение включено	{'lat': 55.755508, 'long': 37.631865}	Центр	Тверской	г Москва, пл Старая, 6	2020-09-04 20:35:00	Тяжёлый	Москва
29	2020.0	9.0	11.3	758.1	92.0	ЗСЗ	1.0	0.95	Дымка.	В темное время суток, освещение включено	{'lat': 55.784827, 'long': 37.369952}	Северо-запад	Строгино	г Москва, Московская кольцевая автомобильная дорога (МКАД) внешняя сторона, 62 км	2020-09-08 23:05:00	Легкий	Москва
33	2020.0	9.0	6.1	764.4	85.0	Штиль, безветрие	0.0	0.00		В темное время суток, освещение включено	{'lat': 55.830167, 'long': 37.552664}	Север	Тимирязевский	г Москва, ул Тимирязевская, 44	2020-09-20 22:50:00	Легкий	Москва

	year	month	temperature	atmospheric_pressure	humidity	direction_of_the_wind	wind_speed	cloudiness	weather_conditions	light	point	pogoda_region	region	address	datetime	severity	parent_region
35010	2020.0	11.0	2.6	770.5	68.0	ЗСЗ	1.0	0.6		В темное время суток, освещение включено	{'lat': 55.768981, 'long': 37.473797}	Северо-запад	Хорошево-Мневники	г Москва, наб Карамышевская, 34	2020-11-10 17:15:00	Легкий	Москва
35012	2020.0	11.0	1.2	756.9	93.0	Штиль, безветрие	0.0	1.0	Дымка.	В темное время суток, освещение включено	{'lat': 55.805598, 'long': 37.454077}	Северо-запад	Щукино	г Москва, ул Новощукинская, 7	2020-11-23 19:35:00	Тяжёлый	Москва
35014	2020.0	11.0	0.9	773.7	79.0	ВЮВ	2.0	1.0	Снег с перерывами слабый в срок наблюдения.	В темное время суток, освещение включено	{'lat': 55.800189, 'long': 37.392172}	Северо-запад	Строгино	г Москва, ул Таллинская, 2	2020-11-15 18:46:00	Легкий	Москва
35015	2020.0	11.0	6.4	767.1	87.0	В	1.0	1.0	Дымка.	В темное время суток, освещение включено	{'lat': 55.769742, 'long': 37.485909}	Северо-запад	Хорошево-Мневники	г Москва, наб Карамышевская, 2 1	2020-11-02 17:10:00	Легкий	Москва
35016	2020.0	11.0	-1.7	769.1	77.0	Ю	1.0	1.0		В темное время суток, освещение включено	{'lat': 55.864024, 'long': 37.424723}	Северо-запад	Северное Тушино	г Москва, ул Вилиса Лациса, 17 стр. 1	2020-11-22 04:50:00	Легкий	Москва
35017	2020.0	11.0	6.2	763.7	73.0	ЮЮЗ	1.0	0.4		В темное время суток, освещение включено	{'lat': 55.787234, 'long': 37.479386}	Северо-запад	Хорошево-Мневники	NaN	2020-11-05 17:20:00	Легкий	Москва
35018	2020.0	11.0	0.3	772.0	90.0	ЮВ	2.0	1.0	Снег непрерывный слабый в срок наблюдения.	В темное время суток, освещение включено	{'lat': 55.857009, 'long': 37.342669}	Северо-запад	Митино	г Москва, ул Барышиха, 44	2020-11-30 20:00:00	Легкий	Москва
35019	2020.0	11.0	4.1	767.8	89.0	В	2.0	1.0	Морось незамерзающая непрерывная слабая в срок наблюдения.	В темное время суток, освещение включено	{'lat': 55.850433, 'long': 37.413415}	Северо-запад	Северное Тушино	г Москва, б-р Яна Райниса, 24 к. 1	2020-11-01 21:30:00	Легкий	Москва
35020	2020.0	11.0	1.0	766.5	80.0	З	2.0	1.0	Ливневый снег слабый в срок наблюдения или за последний час.	В темное время суток, освещение включено	{'lat': 55.802372, 'long': 37.407482}	Северо-запад	Строгино	г Москва, б-р Строгинский, 30	2020-11-09 21:00:00	Легкий	Москва
35021	2021.0	10.0	9.0	773.4	54.0	ЮЗ	2.0	0.0	NaN	В темное время суток, освещение включено	{'lat': 55.546103, 'long': 37.585237}	Юго-запад	Южное Бутово	г Москва, ш Варшавское, 196	2021-10-09 22:53:00	Легкий	Москва

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Cyrillic

Common

Most occurring blocks

Most frequent character per block

Cyrillic

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Cyrillic

Common

Most occurring blocks

Most frequent character per block

ASCII

Cyrillic

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Cyrillic

Common

Most occurring blocks

Most frequent character per block

Cyrillic

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Other Punctuation

Space Separator

Close Punctuation

Open Punctuation

Uppercase Letter

Most occurring scripts